Skip to main content

Main Sequence Logo

Main Sequence Python SDK

Docs Open Issues Last Commit Maintained

The Main Sequence Python SDK is the client and development toolkit for the Main Sequence platform.

The Main Sequence platform allows you to:

  1. rapidly build and deploy data products with normalized MetaTable contracts and TimeIndexTableUpdater producer workflows
  2. deploy FastAPI services and supported application surfaces on the platform
  3. rapidly deploy agents using the Google Agent SDK

The key idea is that you can focus on development and deployment, while the platform handles the DevOps layer.

Repository Status

What this repository contains

This repository contains the SDK and documentation used to build and operate Main Sequence CodeRepositories.

Main package areas:

  • mainsequence.meta_tables: MetaTables, TimeIndexTableUpdaters, update workflows, and persistence
  • mainsequence.client: API client models for CodeRepositories, jobs, time-index tables, sharing, and platform resources
  • mainsequence.cli: the mainsequence command-line interface

Repository areas:

  • docs/: knowledge guides, CLI docs, and generated reference docs
  • tests/: automated tests

Documentation map

The documentation is organized into three reading modes:

  1. Knowledge: deeper conceptual guides
  2. CLI: command-focused operational documentation
  3. Reference: generated API reference

Recommended entry points:

Quick start

Install the package:

pip install mainsequence

Authenticate:

mainsequence login

An already MCP-authenticated coding agent can establish the same persisted CLI session with mainsequence login --mcp, then call the printed auth.cli_authorize tool while the command waits. The backend supplies the callback URI; tokens return directly to the CLI and are never exposed through MCP.

Check that you can see your CodeRepositories:

mainsequence code-repository list

Create a new CodeRepository:

mainsequence code-repository create my-first-repository

Set it up locally:

mainsequence code-repository set-up-locally <CODE_REPOSITORY_UID>
cd my-first-repository
mainsequence code-repository build-local-venv --path .

From there, the normal learning path is:

  1. model your first canonical table with a backend-managed MetaTable
  2. create your first TimeIndexTableUpdater as an opinionated MetaTable-backed update workflow
  3. understand sharing and RBAC for published tables
  4. add an API or another application surface
  5. schedule jobs
  6. build supported application surfaces or downstream consumers
  7. package the CodeRepository as an agent-facing surface when it is ready

Installation for development

This repository uses pyproject.toml and a development dependency group.

With uv:

uv sync --group dev

Or with pip, install the package and the docs/test tools you need separately.

Common development commands

Run the CLI:

mainsequence --help

Run tests:

pytest

Serve the docs locally:

mkdocs serve

Build the docs:

mkdocs build

Lint the code:

ruff check .

Format the code:

black .

How to read this repository

If you are evaluating the platform:

  • start with the separate canonical tutorial CodeRepository linked above

If you are building a feature and already know the area:

  • go straight to the relevant guide in docs/knowledge/

If you are operating CodeRepositories day to day:

  • use docs/cli/ and the mainsequence --help command tree

If you need the exact SDK surface:

  • use docs/reference/

Package metadata

  • Package name: mainsequence
  • Python: >=3.13
  • CLI entry point: mainsequence

Package metadata is defined in pyproject.toml.

License

This repository is distributed under the terms described in LICENSE.

Release files for mainsequence 8.1.10

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for mainsequence 8.1.10
File Size Uploaded
mainsequence-8.1.10.tar.gz 540.8 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for mainsequence 8.1.10
File Interpreter ABI Platform
mainsequence-8.1.10-py3-none-any.whl Python 3 none any Details

Total release size: 952.6 kB

Release files / mainsequence-8.1.10.tar.gz

Download URL mainsequence-8.1.10.tar.gz
Size 540.8 kB
Tags Source
SHA-256 checksum
How to use checksums
f86d5eb915e4db7084a501cd4696311ad0fa24b57e5827aebab3ba2c6e974e50
BLAKE2b-256 checksum
How to use checksums
eabe8abbd496d58ffc9367e88915fd1b284597a16304f67332f7df81611df8b9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 12, 2026.

Transparency log

Release files / mainsequence-8.1.10-py3-none-any.whl

Download URL mainsequence-8.1.10-py3-none-any.whl
Size 411.8 kB
Tags Python 3
SHA-256 checksum
How to use checksums
e8bf016d71f1b439fdb6a0e4652ebf6f28b2732c8c7ba4aec5d44fb8a3e1632b
BLAKE2b-256 checksum
How to use checksums
50a147c1b92e8de7dfac435bbc9ee9516a35d9cd2f5cadfae718834b963eb754
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 12, 2026.

Transparency log

Release history Release notifications | RSS feed

9.0.0

2 release files

8.1.19

2 release files

8.1.18

2 release files

8.1.17

2 release files

8.1.16

2 release files

8.1.15

2 release files

8.1.14

2 release files

8.1.13

2 release files

8.1.12

2 release files

8.1.11

2 release files

This release

8.1.10 This release

2 release files

8.1.9

2 release files

8.1.8

2 release files

8.1.7

2 release files

8.1.6

2 release files

8.1.5

2 release files

8.1.4

2 release files

8.1.3

2 release files

8.1.2

2 release files

8.1.1

2 release files

8.1.0

2 release files

8.0.7

2 release files

8.0.6

2 release files

8.0.5

2 release files

8.0.4

2 release files

8.0.3

2 release files

8.0.2

2 release files

8.0.1

2 release files

8.0.0

2 release files

7.0.2

2 release files

7.0.1

2 release files

7.0.0

2 release files

6.0.53

2 release files

6.0.52

2 release files

6.0.51

2 release files

6.0.50

2 release files

6.0.49

2 release files

6.0.48

2 release files

6.0.47

2 release files

6.0.46

2 release files

6.0.45

2 release files

6.0.44

2 release files

6.0.43

2 release files

6.0.42

2 release files

6.0.41

2 release files

6.0.40

2 release files

6.0.39

2 release files

6.0.38

2 release files

6.0.37

2 release files

6.0.36

2 release files

6.0.35

2 release files

6.0.34

2 release files

6.0.33

2 release files

6.0.32

2 release files

6.0.31

2 release files

6.0.30

2 release files

6.0.29

2 release files

6.0.28

2 release files

6.0.27

2 release files

6.0.26

2 release files

6.0.25

2 release files

6.0.24

2 release files

6.0.23

2 release files

6.0.22

2 release files

6.0.21

2 release files

6.0.20

2 release files

6.0.19

2 release files

6.0.18

2 release files

6.0.17

2 release files

6.0.16

2 release files

6.0.15

2 release files

6.0.14

2 release files

6.0.13

2 release files

6.0.12

2 release files

6.0.11

2 release files

6.0.10

2 release files

6.0.6

2 release files

5.0.2

2 release files

5.0.1

2 release files

4.4.32

2 release files

4.4.31

2 release files

4.4.30

2 release files

4.4.29

2 release files

4.4.28

2 release files

4.4.25

2 release files

4.4.24

2 release files

4.4.23

2 release files

4.4.22

2 release files

4.4.21

2 release files

4.4.20

2 release files

4.4.19

2 release files

4.4.18

2 release files

4.4.16

2 release files

4.4.15

2 release files

4.4.13

2 release files

4.4.12

2 release files

4.4.11

2 release files

4.4.10

2 release files

4.4.8

2 release files

4.4.5

2 release files

4.4.4

2 release files

4.4.3

2 release files

4.4.2

2 release files

4.4.1

2 release files

4.4.0

2 release files

4.3.30

2 release files

4.3.28

2 release files

4.3.26

2 release files

4.3.25

2 release files

4.3.24

2 release files

4.3.22

2 release files

4.3.20

2 release files

4.3.19

2 release files

4.3.9

2 release files

4.3.8

2 release files

4.3.7

2 release files

4.3.6

2 release files

4.3.5

2 release files

4.3.0

2 release files

4.2.4

2 release files

4.2.2

2 release files

4.2.1

2 release files

4.1.10

2 release files

4.1.9

2 release files

4.1.8

2 release files

4.1.7

2 release files

4.1.6

2 release files

4.1.5

2 release files

4.1.4

2 release files

4.1.3

2 release files

4.1.2

2 release files

4.1.1

2 release files

4.0.16

2 release files

4.0.15

2 release files

4.0.14

2 release files

4.0.13

2 release files

4.0.12

2 release files

4.0.11

2 release files

4.0.10

2 release files

4.0.9

2 release files

4.0.6

2 release files

4.0.5

2 release files

4.0.3

2 release files

4.0.0

2 release files

3.21.0

2 release files

3.20.1

2 release files

3.18.9

2 release files

3.18.8

2 release files

3.18.7

2 release files

3.18.6

2 release files

3.18.5

2 release files

3.18.4

2 release files

3.18.3

2 release files

3.18.2

2 release files

3.18.1

2 release files

3.18.0

2 release files

3.17.9

2 release files

3.17.8

2 release files

3.17.7

2 release files

3.17.6

2 release files

3.17.5

2 release files

3.17.4

2 release files

3.17.3

2 release files

3.17.2

2 release files

3.17.1

2 release files

3.17.0

2 release files

3.16.1

2 release files

3.16.0

2 release files

3.15.9

2 release files

3.15.8

2 release files

3.15.7

2 release files

3.15.6

2 release files

3.15.4

2 release files

3.15.3

2 release files

3.15.2

2 release files

3.15.1

2 release files

3.14.1

2 release files

3.14.0

2 release files

3.12.5

2 release files

3.12.4

2 release files

3.12.3

2 release files

3.12.2

2 release files

3.12.0

2 release files

3.11.2

2 release files

3.11.1

2 release files

3.10.9

2 release files

3.10.8

2 release files

3.10.7

2 release files

3.10.6

2 release files

3.10.5

2 release files

3.10.0

2 release files

3.9.0

2 release files

3.8.0

2 release files

3.5.0

2 release files

3.4.5

2 release files

3.4.4

2 release files

3.4.3

2 release files

3.4.2

2 release files

3.4.1

2 release files

3.3.11

2 release files

3.3.8

2 release files

3.3.6

2 release files

3.3.5

2 release files

3.3.4

2 release files

3.3.3

2 release files

3.3.2

2 release files

3.3.1

2 release files

3.3.0

2 release files

3.2.0

2 release files

3.1.27

2 release files

3.1.26

2 release files

3.1.25

2 release files

3.1.24

2 release files

3.1.22

2 release files

3.1.21

2 release files

3.1.20

2 release files

3.1.19

2 release files

3.1.18

2 release files

3.1.17

2 release files

3.1.16

2 release files

3.1.14

2 release files

3.1.13

2 release files

3.1.12

2 release files

3.1.10

2 release files

3.1.9

2 release files

3.1.8

2 release files

3.1.7

2 release files

3.1.6

2 release files

3.1.5

2 release files

3.1.3

2 release files

3.1.2

2 release files

3.1.1

2 release files

3.1.0

2 release files

3.0.14

2 release files

3.0.13

2 release files

3.0.12

2 release files

3.0.11

2 release files

3.0.10

2 release files

3.0.9

2 release files

3.0.8

2 release files

3.0.7

2 release files

3.0.6

2 release files

3.0.5

2 release files

3.0.4

2 release files

3.0.3

2 release files

3.0.2

2 release files

3.0.1

2 release files

2.0.4

2 release files

2.0.3

2 release files

2.0.2

2 release files

2.0.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page